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ai_webform_sentiment

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AI sentiment analysis on webform submissions

This module gives you the possibility to

  • Use AI to score webform submissions on positive/negative.
  • Use AI to visualise the clusters of themes in the webform submissions

We leverage the AI module LLM capability to calculate a sentiment score for each submission.
This allows you to track the average submission emotion and the sentiment trend in Drupal.

Configuration

  • Add a handler to the webform
  • Configure the sentiment handler (choose a PROMPT and a Large Language Model).
  • (optional) Change the prompt to use more granular or less granular scoring. you can make it score from 0-5 or from 5-10 or ... (currently only supporting numeric).
  • Make sure cron runs

Usage

Go to the webform results page, click on Sentiment. See the scores.
They will be updated per cron run.

Requirements

Warning 1

The dashboard uses some heavy queries (avg/sum/) with grouping.
It might be that the module needs some more production testing and load testing. happy to accept suggestions. Be careful installing this on production.

Warning 2

If you have many webform submissions. For every LLM evaluation we will do a call which may cost you money. You should be aware.

Similar modules

Similar but not the same: analyze_ai_sentiment

Activity

Total releases
2
First release
May 2025
Latest release
10 months ago
Release cadence
0 days
Stability
50% stable

Releases

Version Type Release date
1.0.2 Stable May 27, 2025
1.0.x-dev Dev May 27, 2025